Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    image_augmented = transforms.Compose([
        transforms.Resize(image_size),
        transforms.CenterCrop(image_size),
        transforms.ToTensor()
    ])
    image_data = datasets.ImageFolder(data_dir, transform=image_augmented)
    data_loader = torch.utils.data.DataLoader(image_data, batch_size=batch_size, shuffle=True)
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 128
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max  = feature_range
    
    return x*(max-min) + min

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9843)
Max:  tensor(0.7176)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """
    Creates a convolutional layer, with optional batch normalization.
    """
    
    layers=[]
    conv_layer = nn.Conv2d(in_channels, out_channels,
                          kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        # 32x32x3 tensor images
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        # 16x16
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        # final layer
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        # flattening
        out = out.view(-1, self.conv_dim*8*2*2)
        out = self.fc(out)
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    
    layers=[]
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels,
                                             kernel_size, stride, padding, bias=False)
    
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)
        self.deconv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.deconv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.deconv3 = deconv(conv_dim*2, conv_dim, 4)
        self.deconv4 = deconv(conv_dim, 3, 4, batch_norm=False)        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*8, 2, 2)
        out = F.relu(self.deconv1(out))
        out = F.relu(self.deconv2(out))
        out = F.relu(self.deconv3(out))
        out = self.deconv4(out)
        out = torch.tanh(out)
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        m.weight.data.normal_(0.0, 0.02)
        
        # The bias terms, if they exist, set to 0
        if hasattr(m, 'bias') and m.bias is not None:
            m.bias.data.zero_()

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (deconv1): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv2): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv3): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv4): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    
    labels = torch.ones(batch_size) * 0.9
    
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim
lr = 0.002

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr)
g_optimizer = optim.Adam(G.parameters(), lr)

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            d_optimizer.zero_grad()
            
            if train_on_gpu:
                real_images = real_images.cuda()
            # 1. Train the discriminator on real and fake images
            D_real = D(real_images)
            d_real_loss = real_loss(D_real, smooth=True) 
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            # back-prop and optimizer
            g_loss.backward()
            g_optimizer.step()            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 0.5014 | g_loss: 13.6551
Epoch [    1/   10] | d_loss: 0.4647 | g_loss: 5.0613
Epoch [    1/   10] | d_loss: 0.3592 | g_loss: 5.7975
Epoch [    1/   10] | d_loss: 0.3900 | g_loss: 4.0574
Epoch [    1/   10] | d_loss: 0.3686 | g_loss: 6.7400
Epoch [    1/   10] | d_loss: 0.3832 | g_loss: 5.5605
Epoch [    1/   10] | d_loss: 0.4391 | g_loss: 4.6485
Epoch [    1/   10] | d_loss: 0.3566 | g_loss: 5.2976
Epoch [    1/   10] | d_loss: 0.3774 | g_loss: 6.4476
Epoch [    1/   10] | d_loss: 0.4255 | g_loss: 6.9599
Epoch [    1/   10] | d_loss: 0.3650 | g_loss: 7.0081
Epoch [    1/   10] | d_loss: 0.5673 | g_loss: 6.4221
Epoch [    1/   10] | d_loss: 0.3561 | g_loss: 6.7370
Epoch [    1/   10] | d_loss: 0.3646 | g_loss: 5.1145
Epoch [    1/   10] | d_loss: 0.3696 | g_loss: 4.2255
Epoch [    2/   10] | d_loss: 0.3977 | g_loss: 4.3879
Epoch [    2/   10] | d_loss: 0.3836 | g_loss: 4.9103
Epoch [    2/   10] | d_loss: 0.4148 | g_loss: 6.7445
Epoch [    2/   10] | d_loss: 0.3381 | g_loss: 5.4217
Epoch [    2/   10] | d_loss: 0.3777 | g_loss: 4.8902
Epoch [    2/   10] | d_loss: 0.3377 | g_loss: 7.0793
Epoch [    2/   10] | d_loss: 0.3323 | g_loss: 6.9637
Epoch [    2/   10] | d_loss: 0.3480 | g_loss: 7.3131
Epoch [    2/   10] | d_loss: 0.5865 | g_loss: 4.6038
Epoch [    2/   10] | d_loss: 0.3815 | g_loss: 6.0910
Epoch [    2/   10] | d_loss: 0.3419 | g_loss: 7.7945
Epoch [    2/   10] | d_loss: 0.3422 | g_loss: 6.8624
Epoch [    2/   10] | d_loss: 0.3376 | g_loss: 5.9148
Epoch [    2/   10] | d_loss: 0.3709 | g_loss: 5.5215
Epoch [    2/   10] | d_loss: 0.3627 | g_loss: 7.9334
Epoch [    3/   10] | d_loss: 0.3641 | g_loss: 7.2183
Epoch [    3/   10] | d_loss: 0.5227 | g_loss: 5.8275
Epoch [    3/   10] | d_loss: 0.5205 | g_loss: 6.2369
Epoch [    3/   10] | d_loss: 0.3653 | g_loss: 6.1588
Epoch [    3/   10] | d_loss: 0.3639 | g_loss: 7.8339
Epoch [    3/   10] | d_loss: 0.3517 | g_loss: 5.7372
Epoch [    3/   10] | d_loss: 0.3842 | g_loss: 4.4416
Epoch [    3/   10] | d_loss: 0.4140 | g_loss: 12.9866
Epoch [    3/   10] | d_loss: 0.4034 | g_loss: 8.0780
Epoch [    3/   10] | d_loss: 0.3587 | g_loss: 7.9184
Epoch [    3/   10] | d_loss: 0.4730 | g_loss: 9.9130
Epoch [    3/   10] | d_loss: 0.3730 | g_loss: 6.7014
Epoch [    3/   10] | d_loss: 0.5300 | g_loss: 8.4493
Epoch [    3/   10] | d_loss: 0.4888 | g_loss: 5.1640
Epoch [    3/   10] | d_loss: 0.3441 | g_loss: 6.3226
Epoch [    4/   10] | d_loss: 0.3378 | g_loss: 5.9256
Epoch [    4/   10] | d_loss: 0.3410 | g_loss: 5.4120
Epoch [    4/   10] | d_loss: 0.3513 | g_loss: 4.8642
Epoch [    4/   10] | d_loss: 0.3661 | g_loss: 5.6082
Epoch [    4/   10] | d_loss: 0.4185 | g_loss: 7.3009
Epoch [    4/   10] | d_loss: 0.3480 | g_loss: 6.1236
Epoch [    4/   10] | d_loss: 0.3479 | g_loss: 6.1885
Epoch [    4/   10] | d_loss: 0.3439 | g_loss: 6.0541
Epoch [    4/   10] | d_loss: 0.3511 | g_loss: 6.4951
Epoch [    4/   10] | d_loss: 0.3746 | g_loss: 6.6667
Epoch [    4/   10] | d_loss: 0.3357 | g_loss: 9.0843
Epoch [    4/   10] | d_loss: 0.4307 | g_loss: 4.8539
Epoch [    4/   10] | d_loss: 0.3783 | g_loss: 7.7679
Epoch [    4/   10] | d_loss: 0.4369 | g_loss: 3.0695
Epoch [    4/   10] | d_loss: 0.4706 | g_loss: 8.7203
Epoch [    5/   10] | d_loss: 0.4136 | g_loss: 6.4479
Epoch [    5/   10] | d_loss: 0.4035 | g_loss: 8.7515
Epoch [    5/   10] | d_loss: 0.3759 | g_loss: 5.0955
Epoch [    5/   10] | d_loss: 0.3472 | g_loss: 6.2742
Epoch [    5/   10] | d_loss: 0.3626 | g_loss: 6.9638
Epoch [    5/   10] | d_loss: 0.3462 | g_loss: 8.6712
Epoch [    5/   10] | d_loss: 0.4270 | g_loss: 8.4513
Epoch [    5/   10] | d_loss: 0.3541 | g_loss: 8.5147
Epoch [    5/   10] | d_loss: 0.4174 | g_loss: 5.5249
Epoch [    5/   10] | d_loss: 0.3499 | g_loss: 6.9191
Epoch [    5/   10] | d_loss: 0.5801 | g_loss: 2.1266
Epoch [    5/   10] | d_loss: 0.3926 | g_loss: 3.5037
Epoch [    5/   10] | d_loss: 0.3494 | g_loss: 9.8656
Epoch [    5/   10] | d_loss: 0.4341 | g_loss: 6.0768
Epoch [    5/   10] | d_loss: 0.4511 | g_loss: 5.8550
Epoch [    6/   10] | d_loss: 0.4180 | g_loss: 6.5934
Epoch [    6/   10] | d_loss: 0.3497 | g_loss: 7.1227
Epoch [    6/   10] | d_loss: 0.4599 | g_loss: 6.2087
Epoch [    6/   10] | d_loss: 0.3538 | g_loss: 7.4734
Epoch [    6/   10] | d_loss: 0.3996 | g_loss: 5.0330
Epoch [    6/   10] | d_loss: 0.3487 | g_loss: 8.5916
Epoch [    6/   10] | d_loss: 0.3538 | g_loss: 4.8129
Epoch [    6/   10] | d_loss: 0.3570 | g_loss: 5.2478
Epoch [    6/   10] | d_loss: 0.4131 | g_loss: 5.2242
Epoch [    6/   10] | d_loss: 0.3557 | g_loss: 6.1360
Epoch [    6/   10] | d_loss: 0.3564 | g_loss: 7.3601
Epoch [    6/   10] | d_loss: 0.4346 | g_loss: 8.5344
Epoch [    6/   10] | d_loss: 0.3388 | g_loss: 8.7430
Epoch [    6/   10] | d_loss: 0.3433 | g_loss: 7.1437
Epoch [    6/   10] | d_loss: 0.3632 | g_loss: 5.7459
Epoch [    7/   10] | d_loss: 0.3658 | g_loss: 6.0144
Epoch [    7/   10] | d_loss: 0.3563 | g_loss: 7.3313
Epoch [    7/   10] | d_loss: 0.3382 | g_loss: 6.8388
Epoch [    7/   10] | d_loss: 0.3494 | g_loss: 9.5919
Epoch [    7/   10] | d_loss: 0.3730 | g_loss: 8.7194
Epoch [    7/   10] | d_loss: 0.3420 | g_loss: 7.0730
Epoch [    7/   10] | d_loss: 0.3454 | g_loss: 7.6719
Epoch [    7/   10] | d_loss: 0.6060 | g_loss: 2.6335
Epoch [    7/   10] | d_loss: 0.3717 | g_loss: 5.8375
Epoch [    7/   10] | d_loss: 0.3412 | g_loss: 5.9860
Epoch [    7/   10] | d_loss: 0.3415 | g_loss: 7.0850
Epoch [    7/   10] | d_loss: 0.3595 | g_loss: 6.2994
Epoch [    7/   10] | d_loss: 0.3548 | g_loss: 9.0388
Epoch [    7/   10] | d_loss: 0.3561 | g_loss: 7.3431
Epoch [    7/   10] | d_loss: 0.3441 | g_loss: 6.4853
Epoch [    8/   10] | d_loss: 0.3438 | g_loss: 7.0936
Epoch [    8/   10] | d_loss: 0.3407 | g_loss: 4.6086
Epoch [    8/   10] | d_loss: 0.3743 | g_loss: 7.2942
Epoch [    8/   10] | d_loss: 0.3414 | g_loss: 7.1283
Epoch [    8/   10] | d_loss: 0.3409 | g_loss: 8.5029
Epoch [    8/   10] | d_loss: 0.3572 | g_loss: 7.4163
Epoch [    8/   10] | d_loss: 0.4147 | g_loss: 5.2285
Epoch [    8/   10] | d_loss: 0.3639 | g_loss: 6.5076
Epoch [    8/   10] | d_loss: 0.3591 | g_loss: 5.6451
Epoch [    8/   10] | d_loss: 0.3697 | g_loss: 4.1899
Epoch [    8/   10] | d_loss: 0.3452 | g_loss: 5.8120
Epoch [    8/   10] | d_loss: 0.3533 | g_loss: 4.9759
Epoch [    8/   10] | d_loss: 0.3401 | g_loss: 9.4403
Epoch [    8/   10] | d_loss: 0.3433 | g_loss: 6.9106
Epoch [    8/   10] | d_loss: 0.3578 | g_loss: 7.5262
Epoch [    9/   10] | d_loss: 0.3662 | g_loss: 4.8227
Epoch [    9/   10] | d_loss: 0.3371 | g_loss: 7.2087
Epoch [    9/   10] | d_loss: 0.3613 | g_loss: 5.6620
Epoch [    9/   10] | d_loss: 0.3316 | g_loss: 5.9149
Epoch [    9/   10] | d_loss: 0.3393 | g_loss: 7.8292
Epoch [    9/   10] | d_loss: 0.4120 | g_loss: 5.3510
Epoch [    9/   10] | d_loss: 0.3720 | g_loss: 8.9643
Epoch [    9/   10] | d_loss: 0.3435 | g_loss: 7.1582
Epoch [    9/   10] | d_loss: 0.3868 | g_loss: 7.1928
Epoch [    9/   10] | d_loss: 0.3684 | g_loss: 5.5161
Epoch [    9/   10] | d_loss: 0.3634 | g_loss: 6.9893
Epoch [    9/   10] | d_loss: 0.4316 | g_loss: 5.6805
Epoch [    9/   10] | d_loss: 0.3396 | g_loss: 5.6590
Epoch [    9/   10] | d_loss: 0.3778 | g_loss: 5.5321
Epoch [    9/   10] | d_loss: 0.3597 | g_loss: 5.7376
Epoch [   10/   10] | d_loss: 0.3714 | g_loss: 5.2620
Epoch [   10/   10] | d_loss: 0.3610 | g_loss: 6.3998
Epoch [   10/   10] | d_loss: 0.3520 | g_loss: 8.4549
Epoch [   10/   10] | d_loss: 0.3461 | g_loss: 5.3475
Epoch [   10/   10] | d_loss: 0.3356 | g_loss: 8.1556
Epoch [   10/   10] | d_loss: 0.3610 | g_loss: 11.3547
Epoch [   10/   10] | d_loss: 0.3859 | g_loss: 4.6891
Epoch [   10/   10] | d_loss: 0.3511 | g_loss: 8.0025
Epoch [   10/   10] | d_loss: 0.3651 | g_loss: 8.3323
Epoch [   10/   10] | d_loss: 0.3385 | g_loss: 8.0880
Epoch [   10/   10] | d_loss: 0.3599 | g_loss: 5.4038
Epoch [   10/   10] | d_loss: 0.3517 | g_loss: 5.4750
Epoch [   10/   10] | d_loss: 0.3428 | g_loss: 4.7900
Epoch [   10/   10] | d_loss: 0.3462 | g_loss: 8.2563
Epoch [   10/   10] | d_loss: 0.3864 | g_loss: 4.4532

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f8fbe50b780>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell) The images I generated are quite blurred, there are some features like sharpness which was not really learned well the model and need some more fine tuning. I tried to replicate the model from here: https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html. And tuned the hyperparameters accordingly. Also, for the loss part I took the reference from here https://github.com/udacity/deep-learning-v2-pytorch/blob/master/gan-mnist/MNIST_GAN_Solution.ipynb. the image size differs though it's 32 for our case. The dataset bascially has celebrity faces that are mostly white. It would be great if you add up some more images with different shades of color of the skin which would have helped the model to generate more variety of images. Also, for this model we can work upon g_loss part.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.